Abstract

Preface.PART I: OVERVIEW AND BASIC APPROACHES.Introduction.Missing Data in Experiments.Complete-Case and Available-Case Analysis, Including Weighting Methods.Single Imputation Methods.Estimation of Imputation Uncertainty.PART II: LIKELIHOOD-BASED APPROACHES TO THE ANALYSIS OF MISSING DATA.Theory of Inference Based on the Likelihood Function.Methods Based on Factoring the Likelihood, Ignoring the Missing-Data Mechanism.Maximum Likelihood for General Patterns of Missing Data: Introduction and Theory with Ignorable Nonresponse.Large-Sample Inference Based on Maximum Likelihood Estimates.Bayes and Multiple Imputation.PART III: LIKELIHOOD-BASED APPROACHES TO THE ANALYSIS OF MISSING DATA: APPLICATIONS TO SOME COMMON MODELS.Multivariate Normal Examples, Ignoring the Missing-Data Mechanism.Models for Robust Estimation.Models for Partially Classified Contingency Tables, Ignoring the Missing-Data Mechanism.Mixed Normal and Nonnormal Data with Missing Values, Ignoring the Missing-Data Mechanism.Nonignorable Missing-Data Models.References.Author Index.Subject Index.

Keywords

Missing dataStatisticsComputer scienceStatistical analysisMathematicsData mining

Related Publications

Inference and missing data

Donald B. Rubin

When making sampling distribution inferences about the parameter of the data, θ, it is appropriate to ignore the process that causes missing data if the missing data are 'missin...

1976 Biometrika 9337 citations

Applied Missing Data Analysis

Craig K. Enders

Part 1. An Introduction to Missing Data. 1.1 Introduction. 1.2 Chapter Overview. 1.3 Missing Data Patterns. 1.4 A Conceptual Overview of Missing Data heory. 1.5 A More Formal De...

2010 6888 citations

Multiple Imputation for Missing Data

Paul D. Allison

Two algorithms for producing multiple imputations for missing data are evaluated with simulated data. Software using a propensity score classifier with the approximate Bayesian ...

2000 Sociological Methods & Research 786 citations

Publication Info

Year
1989
Type
article
Volume
84
Issue
405
Pages
332-332
Citations
17491
Access
Closed

External Links

View on DOI.org

Social Impact

Altmetric
PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

17491
OpenAlex

Cite This

Maureen Lahiff, Roderick J. A. Little, Donald B. Rubin (1989). Statistical Analysis With Missing Data. Journal of the American Statistical Association , 84 (405) , 332-332. https://doi.org/10.2307/2289883

Identifiers

DOI
10.2307/2289883